Overview

Dataset statistics

Number of variables22
Number of observations2938
Missing cells2563
Missing cells (%)4.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory843.9 KiB
Average record size in memory294.1 B

Variable types

NUM20
CAT2

Reproduction

Analysis started2020-07-04 19:25:11.217635
Analysis finished2020-07-04 19:26:11.000524
Duration59.78 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

Country has a high cardinality: 193 distinct values High cardinality
under-five deaths is highly correlated with infant deathsHigh correlation
infant deaths is highly correlated with under-five deaths High correlation
thinness 5-9 years is highly correlated with thinness 1-19 yearsHigh correlation
thinness 1-19 years is highly correlated with thinness 5-9 yearsHigh correlation
Alcohol has 194 (6.6%) missing values Missing
Hepatitis B has 553 (18.8%) missing values Missing
BMI has 34 (1.2%) missing values Missing
Total expenditure has 226 (7.7%) missing values Missing
GDP has 448 (15.2%) missing values Missing
Population has 652 (22.2%) missing values Missing
thinness 1-19 years has 34 (1.2%) missing values Missing
thinness 5-9 years has 34 (1.2%) missing values Missing
Income composition of resources has 167 (5.7%) missing values Missing
Schooling has 163 (5.5%) missing values Missing
infant deaths has 848 (28.9%) zeros Zeros
percentage expenditure has 611 (20.8%) zeros Zeros
Measles has 983 (33.5%) zeros Zeros
under-five deaths has 785 (26.7%) zeros Zeros
Income composition of resources has 130 (4.4%) zeros Zeros

Variables

Country
Categorical

HIGH CARDINALITY

Distinct count193
Unique (%)6.6%
Missing0
Missing (%)0.0%
Memory size23.1 KiB
Saudi Arabia
 
16
Chad
 
16
China
 
16
Congo
 
16
Eritrea
 
16
Other values (188)
2858
ValueCountFrequency (%) 
Saudi Arabia160.5%
 
Chad160.5%
 
China160.5%
 
Congo160.5%
 
Eritrea160.5%
 
Spain160.5%
 
Kyrgyzstan160.5%
 
Equatorial Guinea160.5%
 
Fiji160.5%
 
Israel160.5%
 
Iceland160.5%
 
Solomon Islands160.5%
 
Iran (Islamic Republic of)160.5%
 
Mongolia160.5%
 
Algeria160.5%
 
Côte d'Ivoire160.5%
 
Bulgaria160.5%
 
Lebanon160.5%
 
South Africa160.5%
 
Kuwait160.5%
 
Guatemala160.5%
 
Micronesia (Federated States of)160.5%
 
Russian Federation160.5%
 
Brunei Darussalam160.5%
 
Slovenia160.5%
 
Other values (168)253886.4%
 

Length

Max length52
Median length7
Mean length10.04118448
Min length4

Overview of Unicode Properties

Unique unicode characters56
Unique unicode categories (?)7
Unique unicode scripts (?)2
Unique unicode blocks (?)2
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
a419014.2%
 
i25358.6%
 
e21787.4%
 
n21047.1%
 
o16385.6%
 
r16355.5%
 
13504.6%
 
u11263.8%
 
l11103.8%
 
t11073.8%
 
d8672.9%
 
s8072.7%
 
c6582.2%
 
m6412.2%
 
b6242.1%
 
g5281.8%
 
S4661.6%
 
p4001.4%
 
h3851.3%
 
B3361.1%
 
C2891.0%
 
y2881.0%
 
M2750.9%
 
A2560.9%
 
f2560.9%
 
Other values (31)345211.7%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter2397681.3%
 
Uppercase Letter396713.4%
 
Space Separator13504.6%
 
Open Punctuation640.2%
 
Close Punctuation640.2%
 
Other Punctuation480.2%
 
Dash Punctuation320.1%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
S46611.7%
 
B3368.5%
 
C2897.3%
 
M2756.9%
 
A2566.5%
 
R2406.0%
 
G2406.0%
 
T2095.3%
 
I1944.9%
 
P1934.9%
 
L1924.8%
 
N1794.5%
 
K1293.3%
 
E1283.2%
 
U1283.2%
 
D1132.8%
 
F962.4%
 
V802.0%
 
H641.6%
 
J481.2%
 
Z481.2%
 
Y320.8%
 
O160.4%
 
Q160.4%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
a419017.5%
 
i253510.6%
 
e21789.1%
 
n21048.8%
 
o16386.8%
 
r16356.8%
 
u11264.7%
 
l11104.6%
 
t11074.6%
 
d8673.6%
 
s8073.4%
 
c6582.7%
 
m6412.7%
 
b6242.6%
 
g5282.2%
 
p4001.7%
 
h3851.6%
 
y2881.2%
 
f2561.1%
 
z2080.9%
 
v1780.7%
 
k1770.7%
 
w1760.7%
 
j640.3%
 
q480.2%
 
Other values (2)480.2%
 

Most frequent Space Separator characters

ValueCountFrequency (%) 
1350100.0%
 

Most frequent Open Punctuation characters

ValueCountFrequency (%) 
(64100.0%
 

Most frequent Close Punctuation characters

ValueCountFrequency (%) 
)64100.0%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
'48100.0%
 

Most frequent Dash Punctuation characters

ValueCountFrequency (%) 
-32100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin2794394.7%
 
Common15585.3%
 

Most frequent Latin characters

ValueCountFrequency (%) 
a419015.0%
 
i25359.1%
 
e21787.8%
 
n21047.5%
 
o16385.9%
 
r16355.9%
 
u11264.0%
 
l11104.0%
 
t11074.0%
 
d8673.1%
 
s8072.9%
 
c6582.4%
 
m6412.3%
 
b6242.2%
 
g5281.9%
 
S4661.7%
 
p4001.4%
 
h3851.4%
 
B3361.2%
 
C2891.0%
 
y2881.0%
 
M2751.0%
 
A2560.9%
 
f2560.9%
 
R2400.9%
 
Other values (26)300410.8%
 

Most frequent Common characters

ValueCountFrequency (%) 
135086.6%
 
(644.1%
 
)644.1%
 
'483.1%
 
-322.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII2948599.9%
 
None160.1%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
a419014.2%
 
i25358.6%
 
e21787.4%
 
n21047.1%
 
o16385.6%
 
r16355.5%
 
13504.6%
 
u11263.8%
 
l11103.8%
 
t11073.8%
 
d8672.9%
 
s8072.7%
 
c6582.2%
 
m6412.2%
 
b6242.1%
 
g5281.8%
 
S4661.6%
 
p4001.4%
 
h3851.3%
 
B3361.1%
 
C2891.0%
 
y2881.0%
 
M2750.9%
 
A2560.9%
 
f2560.9%
 
Other values (30)343611.7%
 

Most frequent None characters

ValueCountFrequency (%) 
ô16100.0%
 

Year
Real number (ℝ≥0)

Distinct count16
Unique (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2007.5187202178352
Minimum2000
Maximum2015
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum2000
5-th percentile2000
Q12004
median2008
Q32012
95-th percentile2015
Maximum2015
Range15
Interquartile range (IQR)8

Descriptive statistics

Standard deviation4.61384094
Coefficient of variation (CV)0.002298280406
Kurtosis-1.213721712
Mean2007.51872
Median Absolute Deviation (MAD)4
Skewness-0.006409027359
Sum5898090
Variance21.28752822
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
20131936.6%
 
20151836.2%
 
20111836.2%
 
20091836.2%
 
20071836.2%
 
20051836.2%
 
20031836.2%
 
20011836.2%
 
20141836.2%
 
20121836.2%
 
20101836.2%
 
20081836.2%
 
20061836.2%
 
20041836.2%
 
20021836.2%
 
20001836.2%
 
ValueCountFrequency (%) 
20001836.2%
 
20011836.2%
 
20021836.2%
 
20031836.2%
 
20041836.2%
 
20051836.2%
 
20061836.2%
 
20071836.2%
 
20081836.2%
 
20091836.2%
 
ValueCountFrequency (%) 
20151836.2%
 
20141836.2%
 
20131936.6%
 
20121836.2%
 
20111836.2%
 
20101836.2%
 
20091836.2%
 
20081836.2%
 
20071836.2%
 
20061836.2%
 

Status
Categorical

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size23.1 KiB
Developing
2426
Developed
512
ValueCountFrequency (%) 
Developing242682.6%
 
Developed51217.4%
 

Length

Max length10
Median length10
Mean length9.82573179
Min length9

Overview of Unicode Properties

Unique unicode characters10
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
e638822.1%
 
D293810.2%
 
v293810.2%
 
l293810.2%
 
o293810.2%
 
p293810.2%
 
i24268.4%
 
n24268.4%
 
g24268.4%
 
d5121.8%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter2593089.8%
 
Uppercase Letter293810.2%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
D2938100.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
e638824.6%
 
v293811.3%
 
l293811.3%
 
o293811.3%
 
p293811.3%
 
i24269.4%
 
n24269.4%
 
g24269.4%
 
d5122.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin28868100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
e638822.1%
 
D293810.2%
 
v293810.2%
 
l293810.2%
 
o293810.2%
 
p293810.2%
 
i24268.4%
 
n24268.4%
 
g24268.4%
 
d5121.8%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII28868100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
e638822.1%
 
D293810.2%
 
v293810.2%
 
l293810.2%
 
o293810.2%
 
p293810.2%
 
i24268.4%
 
n24268.4%
 
g24268.4%
 
d5121.8%
 

Life expectancy
Real number (ℝ≥0)

Distinct count362
Unique (%)12.4%
Missing10
Missing (%)0.3%
Infinite0
Infinite (%)0.0%
Mean69.22493169398908
Minimum36.3
Maximum89.0
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum36.3
5-th percentile51.4
Q163.1
median72.1
Q375.7
95-th percentile82
Maximum89
Range52.7
Interquartile range (IQR)12.6

Descriptive statistics

Standard deviation9.523867488
Coefficient of variation (CV)0.1375785754
Kurtosis-0.2344773942
Mean69.22493169
Median Absolute Deviation (MAD)5.8
Skewness-0.6386047359
Sum202690.6
Variance90.70405193
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
73451.5%
 
75331.1%
 
78311.1%
 
73.6281.0%
 
73.9250.9%
 
81250.9%
 
76250.9%
 
74.7240.8%
 
74.5240.8%
 
74.1230.8%
 
74.2230.8%
 
73.2230.8%
 
74.4230.8%
 
74.9230.8%
 
73.5230.8%
 
73.8220.7%
 
77220.7%
 
82210.7%
 
73.3210.7%
 
72210.7%
 
75.4210.7%
 
74210.7%
 
72.7210.7%
 
68200.7%
 
74.6200.7%
 
Other values (337)232079.0%
 
ValueCountFrequency (%) 
36.31< 0.1%
 
391< 0.1%
 
411< 0.1%
 
41.51< 0.1%
 
42.31< 0.1%
 
43.11< 0.1%
 
43.31< 0.1%
 
43.51< 0.1%
 
43.81< 0.1%
 
441< 0.1%
 
ValueCountFrequency (%) 
89110.4%
 
88100.3%
 
8790.3%
 
86150.5%
 
85120.4%
 
84110.4%
 
83.71< 0.1%
 
83.520.1%
 
83.41< 0.1%
 
83.31< 0.1%
 

Adult Mortality
Real number (ℝ≥0)

Distinct count425
Unique (%)14.5%
Missing10
Missing (%)0.3%
Infinite0
Infinite (%)0.0%
Mean164.79644808743168
Minimum1.0
Maximum723.0
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum1
5-th percentile13
Q174
median144
Q3228
95-th percentile398.3
Maximum723
Range722
Interquartile range (IQR)154

Descriptive statistics

Standard deviation124.292079
Coefficient of variation (CV)0.754215764
Kurtosis1.748860208
Mean164.7964481
Median Absolute Deviation (MAD)76
Skewness1.174369488
Sum482524
Variance15448.5209
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
12341.2%
 
14301.0%
 
16291.0%
 
11250.9%
 
138250.9%
 
19230.8%
 
144220.7%
 
17210.7%
 
15210.7%
 
13210.7%
 
127200.7%
 
161200.7%
 
165200.7%
 
76190.6%
 
189190.6%
 
66190.6%
 
134190.6%
 
88180.6%
 
157180.6%
 
22180.6%
 
78170.6%
 
74170.6%
 
69170.6%
 
92160.5%
 
121160.5%
 
Other values (400)240481.8%
 
ValueCountFrequency (%) 
1120.4%
 
280.3%
 
360.2%
 
440.1%
 
520.1%
 
6130.4%
 
7160.5%
 
8130.4%
 
9120.4%
 
11250.9%
 
ValueCountFrequency (%) 
7231< 0.1%
 
7171< 0.1%
 
7151< 0.1%
 
6991< 0.1%
 
6931< 0.1%
 
6861< 0.1%
 
6821< 0.1%
 
6791< 0.1%
 
6751< 0.1%
 
6661< 0.1%
 

infant deaths
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count209
Unique (%)7.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean30.303948264125257
Minimum0
Maximum1800
Zeros848
Zeros (%)28.9%
Memory size23.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median3
Q322
95-th percentile94.15
Maximum1800
Range1800
Interquartile range (IQR)22

Descriptive statistics

Standard deviation117.9265013
Coefficient of variation (CV)3.891456661
Kurtosis116.0427561
Mean30.30394826
Median Absolute Deviation (MAD)3
Skewness9.78696295
Sum89033
Variance13906.65971
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
084828.9%
 
134211.6%
 
22036.9%
 
31756.0%
 
4963.3%
 
8571.9%
 
7531.8%
 
10481.6%
 
9481.6%
 
6461.6%
 
5441.5%
 
11371.3%
 
25321.1%
 
14301.0%
 
28260.9%
 
17250.9%
 
30240.8%
 
29240.8%
 
15210.7%
 
20200.7%
 
16200.7%
 
12200.7%
 
27190.6%
 
13180.6%
 
23180.6%
 
Other values (184)64421.9%
 
ValueCountFrequency (%) 
084828.9%
 
134211.6%
 
22036.9%
 
31756.0%
 
4963.3%
 
5441.5%
 
6461.6%
 
7531.8%
 
8571.9%
 
9481.6%
 
ValueCountFrequency (%) 
180020.1%
 
170020.1%
 
16001< 0.1%
 
150020.1%
 
14001< 0.1%
 
130020.1%
 
12001< 0.1%
 
110020.1%
 
10001< 0.1%
 
9571< 0.1%
 

Alcohol
Real number (ℝ≥0)

MISSING

Distinct count1076
Unique (%)39.2%
Missing194
Missing (%)6.6%
Infinite0
Infinite (%)0.0%
Mean4.602860787172012
Minimum0.01
Maximum17.87
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum0.01
5-th percentile0.01
Q10.8775
median3.755
Q37.7025
95-th percentile11.96
Maximum17.87
Range17.86
Interquartile range (IQR)6.825

Descriptive statistics

Standard deviation4.052412659
Coefficient of variation (CV)0.8804117366
Kurtosis-0.8029092244
Mean4.602860787
Median Absolute Deviation (MAD)3.245
Skewness0.5895625281
Sum12630.25
Variance16.42204836
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.012889.8%
 
0.03150.5%
 
0.04130.4%
 
0.02120.4%
 
0.09120.4%
 
1.18100.3%
 
0.21100.3%
 
0.06100.3%
 
0.0890.3%
 
0.4990.3%
 
0.5490.3%
 
0.5690.3%
 
0.0590.3%
 
0.5590.3%
 
1.2980.3%
 
0.580.3%
 
0.1780.3%
 
0.5380.3%
 
1.1670.2%
 
0.270.2%
 
2.8670.2%
 
0.4670.2%
 
0.170.2%
 
0.2870.2%
 
7.3870.2%
 
Other values (1051)223976.2%
 
(Missing)1946.6%
 
ValueCountFrequency (%) 
0.012889.8%
 
0.02120.4%
 
0.03150.5%
 
0.04130.4%
 
0.0590.3%
 
0.06100.3%
 
0.0740.1%
 
0.0890.3%
 
0.09120.4%
 
0.170.2%
 
ValueCountFrequency (%) 
17.871< 0.1%
 
17.311< 0.1%
 
16.991< 0.1%
 
16.581< 0.1%
 
16.351< 0.1%
 
15.521< 0.1%
 
15.191< 0.1%
 
15.141< 0.1%
 
15.071< 0.1%
 
15.0420.1%
 

percentage expenditure
Real number (ℝ≥0)

ZEROS

Distinct count2328
Unique (%)79.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean738.2512954533831
Minimum0.0
Maximum19479.91161
Zeros611
Zeros (%)20.8%
Memory size23.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q14.685342585
median64.91290604
Q3441.5341444
95-th percentile4506.638496
Maximum19479.91161
Range19479.91161
Interquartile range (IQR)436.8488018

Descriptive statistics

Standard deviation1987.914858
Coefficient of variation (CV)2.692734669
Kurtosis26.57338739
Mean738.2512955
Median Absolute Deviation (MAD)64.91290604
Skewness4.652051348
Sum2168982.306
Variance3951805.483
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
061120.8%
 
345.90442581< 0.1%
 
2698.018171< 0.1%
 
3.433343641< 0.1%
 
8.7582145381< 0.1%
 
5.1032494381< 0.1%
 
70.271131791< 0.1%
 
6164.4554021< 0.1%
 
0.9624970521< 0.1%
 
253.40223381< 0.1%
 
3689.72731< 0.1%
 
687.51168251< 0.1%
 
241.19586451< 0.1%
 
24.731422611< 0.1%
 
10631.203791< 0.1%
 
629.84256431< 0.1%
 
295.60871431< 0.1%
 
2160.3801991< 0.1%
 
708.61579661< 0.1%
 
17.05369291< 0.1%
 
653.69250161< 0.1%
 
287.20845291< 0.1%
 
1504.3294621< 0.1%
 
74.344829991< 0.1%
 
369.63171051< 0.1%
 
Other values (2303)230378.4%
 
ValueCountFrequency (%) 
061120.8%
 
0.099872191< 0.1%
 
0.1080559731< 0.1%
 
0.275648261< 0.1%
 
0.3284180561< 0.1%
 
0.3586514211< 0.1%
 
0.3882537721< 0.1%
 
0.3972287641< 0.1%
 
0.4428024041< 0.1%
 
0.53057281< 0.1%
 
ValueCountFrequency (%) 
19479.911611< 0.1%
 
19099.045061< 0.1%
 
18961.34861< 0.1%
 
18822.867321< 0.1%
 
18379.329741< 0.1%
 
17028.527981< 0.1%
 
16255.161981< 0.1%
 
15515.752341< 0.1%
 
15345.49071< 0.1%
 
15268.064451< 0.1%
 

Hepatitis B
Real number (ℝ≥0)

MISSING

Distinct count87
Unique (%)3.6%
Missing553
Missing (%)18.8%
Infinite0
Infinite (%)0.0%
Mean80.94046121593291
Minimum1.0
Maximum99.0
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum1
5-th percentile9
Q177
median92
Q397
95-th percentile99
Maximum99
Range98
Interquartile range (IQR)20

Descriptive statistics

Standard deviation25.07001559
Coefficient of variation (CV)0.3097340343
Kurtosis2.770259399
Mean80.94046122
Median Absolute Deviation (MAD)6
Skewness-1.930845104
Sum193043
Variance628.5056818
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
992408.2%
 
982107.1%
 
961675.7%
 
971555.3%
 
951495.1%
 
941274.3%
 
931013.4%
 
92923.1%
 
91752.6%
 
89712.4%
 
88652.2%
 
9652.2%
 
83441.5%
 
87421.4%
 
84411.4%
 
8391.3%
 
82391.3%
 
86351.2%
 
81351.2%
 
85311.1%
 
78301.0%
 
75301.0%
 
64270.9%
 
77270.9%
 
74220.7%
 
Other values (62)42614.5%
 
(Missing)55318.8%
 
ValueCountFrequency (%) 
11< 0.1%
 
240.1%
 
440.1%
 
590.3%
 
6170.6%
 
7200.7%
 
8391.3%
 
9652.2%
 
111< 0.1%
 
121< 0.1%
 
ValueCountFrequency (%) 
992408.2%
 
982107.1%
 
971555.3%
 
961675.7%
 
951495.1%
 
941274.3%
 
931013.4%
 
92923.1%
 
91752.6%
 
89712.4%
 

Measles
Real number (ℝ≥0)

ZEROS

Distinct count958
Unique (%)32.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2419.5922396187884
Minimum0
Maximum212183
Zeros983
Zeros (%)33.5%
Memory size23.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median17
Q3360.25
95-th percentile9985.55
Maximum212183
Range212183
Interquartile range (IQR)360.25

Descriptive statistics

Standard deviation11467.27249
Coefficient of variation (CV)4.739340911
Kurtosis114.8599032
Mean2419.59224
Median Absolute Deviation (MAD)17
Skewness9.441331947
Sum7108762
Variance131498338.3
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
098333.5%
 
11043.5%
 
2682.3%
 
3441.5%
 
4331.1%
 
6291.0%
 
7281.0%
 
5250.9%
 
8240.8%
 
9220.7%
 
10210.7%
 
11210.7%
 
15190.6%
 
22170.6%
 
18150.5%
 
13150.5%
 
12130.4%
 
17130.4%
 
20130.4%
 
26130.4%
 
23120.4%
 
27120.4%
 
16110.4%
 
33110.4%
 
35100.3%
 
Other values (933)136246.4%
 
ValueCountFrequency (%) 
098333.5%
 
11043.5%
 
2682.3%
 
3441.5%
 
4331.1%
 
5250.9%
 
6291.0%
 
7281.0%
 
8240.8%
 
9220.7%
 
ValueCountFrequency (%) 
2121831< 0.1%
 
1824851< 0.1%
 
1681071< 0.1%
 
1412581< 0.1%
 
1338021< 0.1%
 
1314411< 0.1%
 
1242191< 0.1%
 
1187121< 0.1%
 
1109271< 0.1%
 
1090231< 0.1%
 

BMI
Real number (ℝ≥0)

MISSING

Distinct count608
Unique (%)20.9%
Missing34
Missing (%)1.2%
Infinite0
Infinite (%)0.0%
Mean38.321246556473824
Minimum1.0
Maximum87.3
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum1
5-th percentile5.2
Q119.3
median43.5
Q356.2
95-th percentile64.785
Maximum87.3
Range86.3
Interquartile range (IQR)36.9

Descriptive statistics

Standard deviation20.0440335
Coefficient of variation (CV)0.5230527528
Kurtosis-1.291095468
Mean38.32124656
Median Absolute Deviation (MAD)16.3
Skewness-0.2193116034
Sum111284.9
Variance401.7632791
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
58.5180.6%
 
57160.5%
 
55.8160.5%
 
54.2150.5%
 
59.9150.5%
 
59.3140.5%
 
55130.4%
 
56.5130.4%
 
59.4130.4%
 
52.8130.4%
 
58.1130.4%
 
6.2120.4%
 
56.1120.4%
 
6.5120.4%
 
56.6120.4%
 
57.2120.4%
 
6.1120.4%
 
2.7120.4%
 
6.9120.4%
 
57.6120.4%
 
55.7120.4%
 
18110.4%
 
57.8110.4%
 
17.3110.4%
 
48.6110.4%
 
Other values (583)258187.8%
 
(Missing)341.2%
 
ValueCountFrequency (%) 
11< 0.1%
 
1.420.1%
 
1.81< 0.1%
 
1.91< 0.1%
 
21< 0.1%
 
2.1110.4%
 
2.290.3%
 
2.360.2%
 
2.450.2%
 
2.580.3%
 
ValueCountFrequency (%) 
87.31< 0.1%
 
83.31< 0.1%
 
82.81< 0.1%
 
81.61< 0.1%
 
79.31< 0.1%
 
77.61< 0.1%
 
77.31< 0.1%
 
77.11< 0.1%
 
76.71< 0.1%
 
76.21< 0.1%
 

under-five deaths
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count252
Unique (%)8.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean42.0357385976855
Minimum0
Maximum2500
Zeros785
Zeros (%)26.7%
Memory size23.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median4
Q328
95-th percentile138
Maximum2500
Range2500
Interquartile range (IQR)28

Descriptive statistics

Standard deviation160.4455484
Coefficient of variation (CV)3.816884246
Kurtosis109.7527951
Mean42.0357386
Median Absolute Deviation (MAD)4
Skewness9.495064657
Sum123501
Variance25742.774
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
078526.7%
 
136112.3%
 
21635.5%
 
41615.5%
 
31294.4%
 
12531.8%
 
8491.7%
 
6481.6%
 
10471.6%
 
5441.5%
 
9401.4%
 
11331.1%
 
7301.0%
 
39281.0%
 
14270.9%
 
13250.9%
 
22220.7%
 
15200.7%
 
20200.7%
 
24180.6%
 
23170.6%
 
21170.6%
 
18160.5%
 
25160.5%
 
40160.5%
 
Other values (227)75325.6%
 
ValueCountFrequency (%) 
078526.7%
 
136112.3%
 
21635.5%
 
31294.4%
 
41615.5%
 
5441.5%
 
6481.6%
 
7301.0%
 
8491.7%
 
9401.4%
 
ValueCountFrequency (%) 
25001< 0.1%
 
24001< 0.1%
 
23001< 0.1%
 
22001< 0.1%
 
21001< 0.1%
 
200020.1%
 
19001< 0.1%
 
18001< 0.1%
 
17001< 0.1%
 
16001< 0.1%
 

Polio
Real number (ℝ≥0)

Distinct count73
Unique (%)2.5%
Missing19
Missing (%)0.6%
Infinite0
Infinite (%)0.0%
Mean82.55018842069202
Minimum3.0
Maximum99.0
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum3
5-th percentile9
Q178
median93
Q397
95-th percentile99
Maximum99
Range96
Interquartile range (IQR)19

Descriptive statistics

Standard deviation23.42804595
Coefficient of variation (CV)0.2838036641
Kurtosis3.776509819
Mean82.55018842
Median Absolute Deviation (MAD)6
Skewness-2.098053249
Sum240964
Variance548.873337
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9937612.8%
 
982558.7%
 
962077.0%
 
972057.0%
 
951806.1%
 
941595.4%
 
931204.1%
 
92963.3%
 
91883.0%
 
9712.4%
 
88702.4%
 
85571.9%
 
89561.9%
 
87501.7%
 
84501.7%
 
83491.7%
 
86481.6%
 
8401.4%
 
82391.3%
 
75361.2%
 
74331.1%
 
79331.1%
 
78321.1%
 
76321.1%
 
73291.0%
 
Other values (48)50817.3%
 
ValueCountFrequency (%) 
370.2%
 
4110.4%
 
580.3%
 
6110.4%
 
7240.8%
 
8401.4%
 
9712.4%
 
171< 0.1%
 
231< 0.1%
 
2420.1%
 
ValueCountFrequency (%) 
9937612.8%
 
982558.7%
 
972057.0%
 
962077.0%
 
951806.1%
 
941595.4%
 
931204.1%
 
92963.3%
 
91883.0%
 
89561.9%
 

Total expenditure
Real number (ℝ≥0)

MISSING

Distinct count818
Unique (%)30.2%
Missing226
Missing (%)7.7%
Infinite0
Infinite (%)0.0%
Mean5.9381895280235995
Minimum0.37
Maximum17.6
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum0.37
5-th percentile1.93
Q14.26
median5.755
Q37.4925
95-th percentile9.76
Maximum17.6
Range17.23
Interquartile range (IQR)3.2325

Descriptive statistics

Standard deviation2.498319672
Coefficient of variation (CV)0.4207207703
Kurtosis1.156270469
Mean5.938189528
Median Absolute Deviation (MAD)1.59
Skewness0.6186855521
Sum16104.37
Variance6.241601184
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
4.6150.5%
 
6.7120.4%
 
5.6110.4%
 
5.64100.3%
 
3.4100.3%
 
9.1100.3%
 
5.3100.3%
 
5.25100.3%
 
5.9100.3%
 
5.2990.3%
 
4.790.3%
 
4.4190.3%
 
5.1790.3%
 
6.8890.3%
 
4.2690.3%
 
5.490.3%
 
8.990.3%
 
6.190.3%
 
4.4790.3%
 
6.490.3%
 
5.9290.3%
 
5.8290.3%
 
4.290.3%
 
7.190.3%
 
4.2480.3%
 
Other values (793)247184.1%
 
(Missing)2267.7%
 
ValueCountFrequency (%) 
0.371< 0.1%
 
0.651< 0.1%
 
0.741< 0.1%
 
0.761< 0.1%
 
0.921< 0.1%
 
1.120.1%
 
1.1230.1%
 
1.1520.1%
 
1.1720.1%
 
1.1830.1%
 
ValueCountFrequency (%) 
17.61< 0.1%
 
17.241< 0.1%
 
17.220.1%
 
17.141< 0.1%
 
171< 0.1%
 
16.91< 0.1%
 
16.611< 0.1%
 
16.21< 0.1%
 
15.61< 0.1%
 
15.571< 0.1%
 

Diphtheria
Real number (ℝ≥0)

Distinct count81
Unique (%)2.8%
Missing19
Missing (%)0.6%
Infinite0
Infinite (%)0.0%
Mean82.32408359027065
Minimum2.0
Maximum99.0
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum2
5-th percentile9
Q178
median93
Q397
95-th percentile99
Maximum99
Range97
Interquartile range (IQR)19

Descriptive statistics

Standard deviation23.71691207
Coefficient of variation (CV)0.2880920265
Kurtosis3.558143
Mean82.32408359
Median Absolute Deviation (MAD)6
Skewness-2.072752929
Sum240304
Variance562.4919181
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9935011.9%
 
982548.6%
 
972057.0%
 
962016.8%
 
952006.8%
 
941495.1%
 
931204.1%
 
921003.4%
 
91913.1%
 
89762.6%
 
9672.3%
 
87612.1%
 
88582.0%
 
85531.8%
 
86491.7%
 
84481.6%
 
82461.6%
 
78451.5%
 
83421.4%
 
8391.3%
 
81371.3%
 
79351.2%
 
73341.2%
 
77311.1%
 
75311.1%
 
Other values (56)49716.9%
 
ValueCountFrequency (%) 
21< 0.1%
 
340.1%
 
4120.4%
 
5100.3%
 
6160.5%
 
7210.7%
 
8391.3%
 
9672.3%
 
161< 0.1%
 
191< 0.1%
 
ValueCountFrequency (%) 
9935011.9%
 
982548.6%
 
972057.0%
 
962016.8%
 
952006.8%
 
941495.1%
 
931204.1%
 
921003.4%
 
91913.1%
 
89762.6%
 

HIV/AIDS
Real number (ℝ≥0)

Distinct count200
Unique (%)6.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.7421034717494894
Minimum0.1
Maximum50.6
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum0.1
5-th percentile0.1
Q10.1
median0.1
Q30.8
95-th percentile8.515
Maximum50.6
Range50.5
Interquartile range (IQR)0.7

Descriptive statistics

Standard deviation5.077784531
Coefficient of variation (CV)2.914743363
Kurtosis34.89200787
Mean1.742103472
Median Absolute Deviation (MAD)0
Skewness5.396112042
Sum5118.3
Variance25.78389574
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1178160.6%
 
0.21244.2%
 
0.31153.9%
 
0.4692.3%
 
0.5421.4%
 
0.6351.2%
 
0.8321.1%
 
0.9321.1%
 
0.7291.0%
 
1.5210.7%
 
1.6210.7%
 
2.1200.7%
 
1.9190.6%
 
1.2180.6%
 
2170.6%
 
1.4150.5%
 
1.1150.5%
 
2.3150.5%
 
1.3140.5%
 
2.4120.4%
 
2.2120.4%
 
3120.4%
 
1120.4%
 
2.5120.4%
 
5.1120.4%
 
Other values (175)43214.7%
 
ValueCountFrequency (%) 
0.1178160.6%
 
0.21244.2%
 
0.31153.9%
 
0.4692.3%
 
0.5421.4%
 
0.6351.2%
 
0.7291.0%
 
0.8321.1%
 
0.9321.1%
 
1120.4%
 
ValueCountFrequency (%) 
50.61< 0.1%
 
50.31< 0.1%
 
49.91< 0.1%
 
49.11< 0.1%
 
48.81< 0.1%
 
46.41< 0.1%
 
43.71< 0.1%
 
43.51< 0.1%
 
42.11< 0.1%
 
40.71< 0.1%
 

GDP
Real number (ℝ≥0)

MISSING

Distinct count2490
Unique (%)100.0%
Missing448
Missing (%)15.2%
Infinite0
Infinite (%)0.0%
Mean7483.158469138474
Minimum1.68135
Maximum119172.7418
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum1.68135
5-th percentile68.05001537
Q1463.935626
median1766.947595
Q35910.806335
95-th percentile41606.84833
Maximum119172.7418
Range119171.0605
Interquartile range (IQR)5446.870709

Descriptive statistics

Standard deviation14270.16934
Coefficient of variation (CV)1.906971421
Kurtosis12.33307364
Mean7483.158469
Median Absolute Deviation (MAD)1592.456071
Skewness3.20665487
Sum18633064.59
Variance203637733
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1276.2651< 0.1%
 
3638.959461< 0.1%
 
2158.2991< 0.1%
 
1768.921321< 0.1%
 
261.4568821< 0.1%
 
558.2211441< 0.1%
 
38532.4881< 0.1%
 
5.66872641< 0.1%
 
2519.7373871< 0.1%
 
1922.413881< 0.1%
 
1473.319231< 0.1%
 
697.663851< 0.1%
 
6376.1831531< 0.1%
 
47447.47621< 0.1%
 
3821.89371< 0.1%
 
4234.5544431< 0.1%
 
166.2317851< 0.1%
 
3895.6644911< 0.1%
 
9212.1928241< 0.1%
 
52.15358871< 0.1%
 
4955.4777431< 0.1%
 
287.41561< 0.1%
 
1519.54971< 0.1%
 
2351.8124291< 0.1%
 
5769.772581< 0.1%
 
Other values (2465)246583.9%
 
(Missing)44815.2%
 
ValueCountFrequency (%) 
1.681351< 0.1%
 
3.6859491< 0.1%
 
4.61357451< 0.1%
 
5.66872641< 0.1%
 
8.3764321< 0.1%
 
11.1472771< 0.1%
 
11.336781< 0.1%
 
11.5531961< 0.1%
 
11.6313771< 0.1%
 
12.17892791< 0.1%
 
ValueCountFrequency (%) 
119172.74181< 0.1%
 
115761.5771< 0.1%
 
114293.84331< 0.1%
 
113751.851< 0.1%
 
89739.71171< 0.1%
 
88564.822981< 0.1%
 
87998.444681< 0.1%
 
87646.753461< 0.1%
 
86852.71191< 0.1%
 
85948.7461< 0.1%
 

Population
Real number (ℝ≥0)

MISSING

Distinct count2278
Unique (%)99.7%
Missing652
Missing (%)22.2%
Infinite0
Infinite (%)0.0%
Mean12753375.120052494
Minimum34.0
Maximum1293859294.0
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum34
5-th percentile9617.5
Q1195793.25
median1386542
Q37420359
95-th percentile47554415.75
Maximum1293859294
Range1293859260
Interquartile range (IQR)7224565.75

Descriptive statistics

Standard deviation61012096.51
Coefficient of variation (CV)4.783996074
Kurtosis298.0102666
Mean12753375.12
Median Absolute Deviation (MAD)1357309.5
Skewness15.9162356
Sum2.915421552e+10
Variance3.72247592e+15
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
44440.1%
 
114120.1%
 
71823920.1%
 
2686820.1%
 
12744520.1%
 
29220.1%
 
9398481< 0.1%
 
391454881< 0.1%
 
1276581< 0.1%
 
132811< 0.1%
 
31183661< 0.1%
 
128666711< 0.1%
 
192281< 0.1%
 
45982941< 0.1%
 
23974361< 0.1%
 
2163751< 0.1%
 
36367961< 0.1%
 
18882681< 0.1%
 
26682891< 0.1%
 
12675121< 0.1%
 
924441831< 0.1%
 
6116271< 0.1%
 
3228171< 0.1%
 
85415751< 0.1%
 
29238961< 0.1%
 
Other values (2253)225376.7%
 
(Missing)65222.2%
 
ValueCountFrequency (%) 
341< 0.1%
 
361< 0.1%
 
411< 0.1%
 
431< 0.1%
 
1231< 0.1%
 
1351< 0.1%
 
1461< 0.1%
 
2861< 0.1%
 
29220.1%
 
2971< 0.1%
 
ValueCountFrequency (%) 
12938592941< 0.1%
 
11796812391< 0.1%
 
11619777191< 0.1%
 
11441186741< 0.1%
 
11261357771< 0.1%
 
2581621131< 0.1%
 
2551311161< 0.1%
 
2488832321< 0.1%
 
2425241231< 0.1%
 
2361592761< 0.1%
 

thinness 1-19 years
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count200
Unique (%)6.9%
Missing34
Missing (%)1.2%
Infinite0
Infinite (%)0.0%
Mean4.839703856749312
Minimum0.1
Maximum27.7
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum0.1
5-th percentile0.6
Q11.6
median3.3
Q37.2
95-th percentile13.8
Maximum27.7
Range27.6
Interquartile range (IQR)5.6

Descriptive statistics

Standard deviation4.420194947
Coefficient of variation (CV)0.9133193018
Kurtosis3.97043867
Mean4.839703857
Median Absolute Deviation (MAD)2.3
Skewness1.711471088
Sum14054.5
Variance19.53812337
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1742.5%
 
1.9652.2%
 
0.8642.2%
 
0.7632.1%
 
1.2622.1%
 
2.1612.1%
 
1.5602.0%
 
2.2582.0%
 
2571.9%
 
0.9571.9%
 
1.7561.9%
 
1.6561.9%
 
1.1531.8%
 
1.3521.8%
 
1.8511.7%
 
2.3461.6%
 
1.4451.5%
 
3.5431.5%
 
2.5421.4%
 
0.6411.4%
 
0.2401.4%
 
2.4381.3%
 
3.3381.3%
 
3.4351.2%
 
0.5351.2%
 
Other values (175)161254.9%
 
(Missing)341.2%
 
ValueCountFrequency (%) 
0.1281.0%
 
0.2401.4%
 
0.3321.1%
 
0.450.2%
 
0.5351.2%
 
0.6411.4%
 
0.7632.1%
 
0.8642.2%
 
0.9571.9%
 
1742.5%
 
ValueCountFrequency (%) 
27.71< 0.1%
 
27.51< 0.1%
 
27.41< 0.1%
 
27.31< 0.1%
 
27.220.1%
 
27.120.1%
 
2730.1%
 
26.920.1%
 
26.820.1%
 
26.71< 0.1%
 

thinness 5-9 years
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count207
Unique (%)7.1%
Missing34
Missing (%)1.2%
Infinite0
Infinite (%)0.0%
Mean4.870316804407714
Minimum0.1
Maximum28.6
Zeros0
Zeros (%)0.0%
Memory size23.1 KiB

Quantile statistics

Minimum0.1
5-th percentile0.5
Q11.5
median3.3
Q37.2
95-th percentile13.8
Maximum28.6
Range28.5
Interquartile range (IQR)5.7

Descriptive statistics

Standard deviation4.508882087
Coefficient of variation (CV)0.9257882532
Kurtosis4.358730342
Mean4.870316804
Median Absolute Deviation (MAD)2.3
Skewness1.777423977
Sum14143.4
Variance20.33001767
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.9692.3%
 
1.1672.3%
 
0.5632.1%
 
1.9632.1%
 
1622.1%
 
2.1612.1%
 
1.3592.0%
 
1.5571.9%
 
1.7551.9%
 
0.6541.8%
 
2521.8%
 
2.5511.7%
 
1.4511.7%
 
3.4471.6%
 
3.3471.6%
 
0.7461.6%
 
0.2451.5%
 
2.3441.5%
 
1.6441.5%
 
2.2431.5%
 
1.2421.4%
 
0.1371.3%
 
0.8361.2%
 
2.8351.2%
 
1.8351.2%
 
Other values (182)163955.8%
 
(Missing)341.2%
 
ValueCountFrequency (%) 
0.1371.3%
 
0.2451.5%
 
0.3250.9%
 
0.4170.6%
 
0.5632.1%
 
0.6541.8%
 
0.7461.6%
 
0.8361.2%
 
0.9692.3%
 
1622.1%
 
ValueCountFrequency (%) 
28.61< 0.1%
 
28.51< 0.1%
 
28.41< 0.1%
 
28.31< 0.1%
 
28.21< 0.1%
 
28.11< 0.1%
 
2820.1%
 
27.91< 0.1%
 
27.820.1%
 
27.71< 0.1%
 

Income composition of resources
Real number (ℝ≥0)

MISSING
ZEROS

Distinct count625
Unique (%)22.6%
Missing167
Missing (%)5.7%
Infinite0
Infinite (%)0.0%
Mean0.6275510645976182
Minimum0.0
Maximum0.948
Zeros130
Zeros (%)4.4%
Memory size23.1 KiB

Quantile statistics

Minimum0
5-th percentile0.277
Q10.493
median0.677
Q30.779
95-th percentile0.892
Maximum0.948
Range0.948
Interquartile range (IQR)0.286

Descriptive statistics

Standard deviation0.2109035552
Coefficient of variation (CV)0.3360739341
Kurtosis1.392814239
Mean0.6275510646
Median Absolute Deviation (MAD)0.127
Skewness-1.14376272
Sum1738.944
Variance0.04448030958
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01304.4%
 
0.7170.6%
 
0.739130.4%
 
0.636120.4%
 
0.714120.4%
 
0.86110.4%
 
0.703110.4%
 
0.723110.4%
 
0.734110.4%
 
0.877110.4%
 
0.686110.4%
 
0.797110.4%
 
0.735110.4%
 
0.737110.4%
 
0.706100.3%
 
0.709100.3%
 
0.72100.3%
 
0.725100.3%
 
0.712100.3%
 
0.873100.3%
 
0.755100.3%
 
0.754100.3%
 
0.62590.3%
 
0.76190.3%
 
0.78890.3%
 
Other values (600)238181.0%
 
(Missing)1675.7%
 
ValueCountFrequency (%) 
01304.4%
 
0.2531< 0.1%
 
0.2551< 0.1%
 
0.2611< 0.1%
 
0.2661< 0.1%
 
0.26830.1%
 
0.271< 0.1%
 
0.2761< 0.1%
 
0.2781< 0.1%
 
0.2791< 0.1%
 
ValueCountFrequency (%) 
0.9481< 0.1%
 
0.9451< 0.1%
 
0.9421< 0.1%
 
0.9411< 0.1%
 
0.9391< 0.1%
 
0.9381< 0.1%
 
0.9371< 0.1%
 
0.93650.2%
 
0.93420.1%
 
0.9331< 0.1%
 

Schooling
Real number (ℝ≥0)

MISSING

Distinct count173
Unique (%)6.2%
Missing163
Missing (%)5.5%
Infinite0
Infinite (%)0.0%
Mean11.992792792792793
Minimum0.0
Maximum20.7
Zeros28
Zeros (%)1.0%
Memory size23.1 KiB

Quantile statistics

Minimum0
5-th percentile5.8
Q110.1
median12.3
Q314.3
95-th percentile16.8
Maximum20.7
Range20.7
Interquartile range (IQR)4.2

Descriptive statistics

Standard deviation3.358919721
Coefficient of variation (CV)0.2800781919
Kurtosis0.8861512689
Mean11.99279279
Median Absolute Deviation (MAD)2.1
Skewness-0.6024365419
Sum33280
Variance11.28234169
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
12.9582.0%
 
13.3521.8%
 
12.5491.7%
 
12.8461.6%
 
12.3441.5%
 
12.6431.5%
 
12.4421.4%
 
10.7411.4%
 
11.9411.4%
 
12.7401.4%
 
11.7401.4%
 
12.1381.3%
 
15.8381.3%
 
11.6371.3%
 
13.5361.2%
 
13.1341.2%
 
13.2341.2%
 
14.2341.2%
 
11.8331.1%
 
13.4331.1%
 
11.1331.1%
 
11.4331.1%
 
10.6321.1%
 
13321.1%
 
12.2311.1%
 
Other values (148)180161.3%
 
(Missing)1635.5%
 
ValueCountFrequency (%) 
0281.0%
 
2.81< 0.1%
 
2.940.1%
 
31< 0.1%
 
3.11< 0.1%
 
3.31< 0.1%
 
3.41< 0.1%
 
3.530.1%
 
3.61< 0.1%
 
3.720.1%
 
ValueCountFrequency (%) 
20.71< 0.1%
 
20.61< 0.1%
 
20.51< 0.1%
 
20.430.1%
 
20.340.1%
 
20.120.1%
 
19.81< 0.1%
 
19.71< 0.1%
 
19.530.1%
 
19.320.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

CountryYearStatusLife expectancyAdult Mortalityinfant deathsAlcoholpercentage expenditureHepatitis BMeaslesBMIunder-five deathsPolioTotal expenditureDiphtheriaHIV/AIDSGDPPopulationthinness 1-19 yearsthinness 5-9 yearsIncome composition of resourcesSchooling
0Afghanistan2015Developing65.0263.0620.0171.27962465.0115419.1836.08.1665.00.1584.25921033736494.017.217.30.47910.1
1Afghanistan2014Developing59.9271.0640.0173.52358262.049218.68658.08.1862.00.1612.696514327582.017.517.50.47610.0
2Afghanistan2013Developing59.9268.0660.0173.21924364.043018.18962.08.1364.00.1631.74497631731688.017.717.70.4709.9
3Afghanistan2012Developing59.5272.0690.0178.18421567.0278717.69367.08.5267.00.1669.9590003696958.017.918.00.4639.8
4Afghanistan2011Developing59.2275.0710.017.09710968.0301317.29768.07.8768.00.163.5372312978599.018.218.20.4549.5
5Afghanistan2010Developing58.8279.0740.0179.67936766.0198916.710266.09.2066.00.1553.3289402883167.018.418.40.4489.2
6Afghanistan2009Developing58.6281.0770.0156.76221763.0286116.210663.09.4263.00.1445.893298284331.018.618.70.4348.9
7Afghanistan2008Developing58.1287.0800.0325.87392564.0159915.711064.08.3364.00.1373.3611162729431.018.818.90.4338.7
8Afghanistan2007Developing57.5295.0820.0210.91015663.0114115.211363.06.7363.00.1369.83579626616792.019.019.10.4158.4
9Afghanistan2006Developing57.3295.0840.0317.17151864.0199014.711658.07.4358.00.1272.5637702589345.019.219.30.4058.1

Last rows

CountryYearStatusLife expectancyAdult Mortalityinfant deathsAlcoholpercentage expenditureHepatitis BMeaslesBMIunder-five deathsPolioTotal expenditureDiphtheriaHIV/AIDSGDPPopulationthinness 1-19 yearsthinness 5-9 yearsIncome composition of resourcesSchooling
2928Zimbabwe2009Developing50.0587.0304.641.04002173.085329.04569.06.2673.018.165.8241211381599.07.57.40.4199.9
2929Zimbabwe2008Developing48.2632.0303.5620.84342975.0028.64675.04.9675.020.5325.67857313558469.07.87.80.4219.7
2930Zimbabwe2007Developing46.667.0293.8829.81456672.024228.24673.04.4773.023.7396.9982171332999.08.28.20.4149.6
2931Zimbabwe2006Developing45.47.0284.5734.26216968.021227.94571.05.127.026.8414.79623213124267.08.68.60.4089.5
2932Zimbabwe2005Developing44.6717.0284.148.71740965.042027.54369.06.4468.030.3444.765750129432.09.09.00.4069.3
2933Zimbabwe2004Developing44.3723.0274.360.00000068.03127.14267.07.1365.033.6454.36665412777511.09.49.40.4079.2
2934Zimbabwe2003Developing44.5715.0264.060.0000007.099826.7417.06.5268.036.7453.35115512633897.09.89.90.4189.5
2935Zimbabwe2002Developing44.873.0254.430.00000073.030426.34073.06.5371.039.857.348340125525.01.21.30.42710.0
2936Zimbabwe2001Developing45.3686.0251.720.00000076.052925.93976.06.1675.042.1548.58731212366165.01.61.70.4279.8
2937Zimbabwe2000Developing46.0665.0241.680.00000079.0148325.53978.07.1078.043.5547.35887912222251.011.011.20.4349.8